{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import cmath\n",
    "\n",
    "%pylab inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2176665a5c0>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [0] * 512\n",
    "\n",
    "o = 10 #标准差越小 波形越窄 对应的频谱越宽\n",
    "u = 255\n",
    "centerfreq = 80\n",
    "for i in range(512):\n",
    "    t = 1 / math.sqrt(2 * math.pi ) * o\n",
    "    t1 = math.exp(-(i - u)**2 / (2*o**2))\n",
    "    x[i] = t*t1*math.sin(2 * math.pi * centerfreq * i / 511)\n",
    "\n",
    "plt.plot(x)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "傳里叶变换后的中心频率 = 80\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#x = np.random.rand(64)\n",
    "xfft = np.fft.fft(x)\n",
    "xfft = np.abs(xfft)\n",
    "\n",
    "plt.plot(xfft[:len(xfft)//2])\n",
    "print(\"傳里叶变换后的中心频率 =\",xfft.argmax())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "从宽带谱域反过来生成波形\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x217667849e8>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"从宽带谱域反过来生成波形\")\n",
    "specwave = [0]*512\n",
    "specwidth = 10 #标准差越小 波形越窄 对应的频谱越宽\n",
    "centerfreq = 80\n",
    "for i in range(256):\n",
    "    t = 1 / math.sqrt(2 * math.pi ) * specwidth\n",
    "    t1 = math.exp(-(i - centerfreq)**2 / (2*specwidth**2))\n",
    "    specwave[i] = t*t1\n",
    "    if i>0 :  #频域理论上应该是对称的 (幅值相等 相位相反)\n",
    "        specwave[512-i] = specwave[i]\n",
    "specwave[256] = 0   \n",
    "ifff = np.fft.ifft(specwave)\n",
    "ifff = np.concatenate((ifff[-256:],ifff[:-256]))\n",
    "plt.figure()\n",
    "plt.text(0,0.2,\"Spectral\")\n",
    "plt.plot(specwave)\n",
    "plt.figure()\n",
    "plt.text(0,0.2,\"wave\")\n",
    "plt.plot(ifff.real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "THORLABS SLD850S-A20W 提取的 波长vs强度 谱域特性曲线 (800-900nm)\n",
      "转换为频谱图 x轴单位:1e+6 MHz\n",
      "理论上的光的波动形状图 x轴单位:0.1微米 0.1um\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21766909a20>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "specdata_wlen = [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, \n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, \n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, \n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, \n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, \n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, \n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0018315018315018315, 0.0018315018315018315, \n",
    "                 0.0018315018315018315, 0.0018315018315018315, 0.0018315018315018315,\n",
    "                 0.0018315018315018315, 0.0018315018315018315, 0.0, 0.0, 0.0, 0.0, \n",
    "                 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.003663003663003663, \n",
    "                 0.003663003663003663, 0.003663003663003663, 0.003663003663003663,\n",
    "                 0.003663003663003663, 0.003663003663003663, 0.003663003663003663, \n",
    "                 0.003663003663003663, 0.003663003663003663, 0.003663003663003663, 0.003663003663003663, \n",
    "                 0.007326007326007326, 0.007326007326007326,\n",
    "                 0.007326007326007326, 0.007326007326007326, 0.007326007326007326, \n",
    "                 0.007326007326007326, 0.007326007326007326, 0.007326007326007326, 0.01098901098901099,\n",
    "                 0.01098901098901099, 0.01098901098901099, 0.01098901098901099, 0.01098901098901099, \n",
    "                 0.01282051282051282, 0.01282051282051282, 0.01282051282051282, 0.016483516483516484,\n",
    "                 0.016483516483516484, 0.016483516483516484, 0.016483516483516484, 0.020146520146520148, \n",
    "                 0.020146520146520148, 0.020146520146520148, 0.023809523809523808, 0.023809523809523808, 0.027472527472527472, \n",
    "                 0.027472527472527472, 0.027472527472527472, 0.027472527472527472, 0.029304029304029304, 0.031135531135531136, \n",
    "                 0.03296703296703297, 0.03663003663003663, 0.03663003663003663, 0.040293040293040296, 0.040293040293040296, \n",
    "                 0.04395604395604396, 0.04395604395604396, 0.045787545787545784, 0.04945054945054945, 0.04945054945054945, \n",
    "                 0.05311355311355311, 0.05311355311355311, 0.056776556776556776, 0.056776556776556776, 0.06227106227106227,\n",
    "                 0.0641025641025641, 0.06593406593406594, 0.07326007326007326, 0.07326007326007326, 0.07509157509157509, \n",
    "                 0.07509157509157509, 0.08241758241758242, 0.08241758241758242, 0.08791208791208792, 0.09523809523809523, \n",
    "                 0.09523809523809523, 0.10256410256410256, 0.10256410256410256, 0.10805860805860806, 0.10805860805860806,\n",
    "                 0.11538461538461539, 0.11538461538461539, 0.12087912087912088, 0.1282051282051282, 0.1282051282051282, \n",
    "                 0.13736263736263737, 0.13736263736263737, 0.1446886446886447, 0.1446886446886447, 0.15384615384615385, \n",
    "                 0.15384615384615385, 0.163003663003663, 0.17399267399267399, 0.17399267399267399, 0.18315018315018314, \n",
    "                 0.18315018315018314, 0.19230769230769232, 0.19413919413919414, 0.2032967032967033, 0.21245421245421245, \n",
    "                 0.21245421245421245, 0.22344322344322345, 0.22344322344322345, 0.2326007326007326, 0.2326007326007326, \n",
    "                 0.24175824175824176, 0.24358974358974358, 0.25457875457875456, 0.26556776556776557, 0.26556776556776557, \n",
    "                 0.2783882783882784, 0.2783882783882784, 0.2875457875457875, 0.2875457875457875, 0.29853479853479853, \n",
    "                 0.3076923076923077, 0.30952380952380953, 0.32051282051282054, 0.32051282051282054, 0.32967032967032966, \n",
    "                 0.32967032967032966, 0.34065934065934067, 0.34065934065934067, 0.3534798534798535, 0.3626373626373626, \n",
    "                 0.3626373626373626, 0.3717948717948718, 0.37362637362637363, 0.38278388278388276, 0.38278388278388276, \n",
    "                 0.39194139194139194, 0.39377289377289376, 0.40293040293040294, 0.41208791208791207, 0.41208791208791207, \n",
    "                 0.42124542124542125, 0.42124542124542125, 0.42857142857142855, 0.42857142857142855, 0.43772893772893773, \n",
    "                 0.44505494505494503, 0.44505494505494503, 0.45054945054945056, 0.45054945054945056, 0.45787545787545786, \n",
    "                 0.45787545787545786, 0.4633699633699634, 0.4652014652014652, 0.4706959706959707, 0.47619047619047616, \n",
    "                 0.47802197802197804, 0.47985347985347987, 0.47985347985347987, 0.48717948717948717, 0.48717948717948717,\n",
    "                 0.4908424908424908, 0.4926739926739927, 0.4926739926739927, 0.49633699633699635, 0.49633699633699635, 0.5, \n",
    "                 0.5, 0.5, 0.5, 0.5036630036630036, 0.5036630036630036, 0.5036630036630036, 0.5036630036630036, 0.5036630036630036,\n",
    "                 0.5036630036630036, 0.5036630036630036, 0.5036630036630036, 0.5036630036630036, 0.5036630036630036, 0.5036630036630036, \n",
    "                 0.5018315018315018, 0.5, 0.5, 0.5, 0.49633699633699635, 0.49633699633699635, 0.49633699633699635, 0.49633699633699635, \n",
    "                 0.4926739926739927, 0.4908424908424908, 0.4908424908424908, 0.48717948717948717, 0.48717948717948717, 0.48717948717948717,\n",
    "                 0.48717948717948717, 0.4835164835164835, 0.4816849816849817, 0.47985347985347987, 0.47802197802197804, 0.47802197802197804, \n",
    "                 0.47435897435897434, 0.47435897435897434, 0.47435897435897434, 0.47435897435897434, 0.4706959706959707, 0.46703296703296704,\n",
    "                 0.46703296703296704, 0.4633699633699634, 0.4633699633699634, 0.46153846153846156, 0.46153846153846156, 0.45787545787545786, \n",
    "                 0.45787545787545786, 0.4542124542124542, 0.4523809523809524, 0.45054945054945056, 0.44871794871794873, 0.4468864468864469,\n",
    "                 0.44505494505494503, 0.44505494505494503, 0.4413919413919414, 0.4413919413919414, 0.4413919413919414, 0.43772893772893773,\n",
    "                 0.43772893772893773, 0.4340659340659341, 0.4340659340659341, 0.43223443223443225, 0.43223443223443225, 0.43223443223443225,\n",
    "                 0.42857142857142855, 0.42857142857142855, 0.4249084249084249, 0.4249084249084249, 0.4249084249084249, 0.4249084249084249,\n",
    "                 0.42124542124542125, 0.4194139194139194, 0.4175824175824176, 0.4175824175824176, 0.4175824175824176, 0.4157509157509158, \n",
    "                 0.4157509157509158, 0.4157509157509158, 0.4157509157509158, 0.41208791208791207, 0.41208791208791207, 0.41208791208791207,\n",
    "                 0.4084249084249084, 0.4084249084249084, 0.4084249084249084, 0.4084249084249084, 0.4084249084249084, 0.4084249084249084,\n",
    "                 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477,\n",
    "                 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477,\n",
    "                 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477,\n",
    "                 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477,\n",
    "                 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.40476190476190477, 0.4065934065934066, 0.4084249084249084, \n",
    "                 0.4084249084249084, 0.4084249084249084, 0.4084249084249084, 0.4084249084249084, 0.4084249084249084, 0.4084249084249084, \n",
    "                 0.41208791208791207, 0.41208791208791207, 0.41208791208791207, 0.41208791208791207, 0.41208791208791207, 0.4157509157509158,\n",
    "                 0.4157509157509158, 0.4157509157509158, 0.4157509157509158, 0.4175824175824176, 0.4175824175824176, 0.4175824175824176,\n",
    "                 0.42124542124542125, 0.42124542124542125, 0.4249084249084249, 0.4249084249084249, 0.4249084249084249, 0.4267399267399267, \n",
    "                 0.42857142857142855, 0.42857142857142855, 0.42857142857142855, 0.43223443223443225, 0.43223443223443225, 0.4340659340659341,\n",
    "                 0.4340659340659341, 0.4340659340659341, 0.43772893772893773, 0.43772893772893773, 0.4413919413919414, 0.4413919413919414, \n",
    "                 0.44505494505494503, 0.44505494505494503, 0.44505494505494503, 0.44505494505494503, 0.4468864468864469, 0.45054945054945056,\n",
    "                 0.45054945054945056, 0.4542124542124542, 0.4542124542124542, 0.45787545787545786, 0.45787545787545786, 0.46153846153846156,\n",
    "                 0.46153846153846156, 0.4633699633699634, 0.46703296703296704, 0.46703296703296704, 0.46703296703296704, 0.46703296703296704,\n",
    "                 0.4706959706959707, 0.4706959706959707, 0.47435897435897434, 0.47435897435897434, 0.47619047619047616, 0.47985347985347987, \n",
    "                 0.47985347985347987, 0.4835164835164835, 0.4835164835164835, 0.4908424908424908, 0.4908424908424908, 0.4926739926739927, \n",
    "                 0.49633699633699635, 0.49633699633699635, 0.5, 0.5, 0.5036630036630036, 0.5036630036630036, 0.5073260073260073,\n",
    "                 0.5091575091575091, 0.5091575091575091, 0.5128205128205128, 0.5128205128205128, 0.5164835164835165, 0.5164835164835165,\n",
    "                 0.5201465201465202, 0.5201465201465202, 0.521978021978022, 0.5256410256410257, 0.5256410256410257, 0.532967032967033, \n",
    "                 0.532967032967033, 0.5366300366300366, 0.5366300366300366, 0.5384615384615384, 0.5421245421245421, 0.5421245421245421, \n",
    "                 0.5494505494505495, 0.5494505494505495, 0.5512820512820513, 0.5531135531135531, 0.554945054945055, 0.5567765567765568, \n",
    "                 0.5586080586080586, 0.5622710622710623, 0.5622710622710623, 0.5677655677655677, 0.5695970695970696, 0.5714285714285714, \n",
    "                 0.5714285714285714, 0.575091575091575, 0.5769230769230769, 0.5787545787545788, 0.5842490842490843, 0.5842490842490843,\n",
    "                 0.5879120879120879, 0.5879120879120879, 0.5915750915750916, 0.5915750915750916, 0.5970695970695971, 0.6007326007326007,\n",
    "                 0.6007326007326007, 0.6043956043956044, 0.6043956043956044, 0.6117216117216118, 0.6117216117216118, 0.6135531135531136, \n",
    "                 0.6153846153846154, 0.6172161172161172, 0.6172161172161172, 0.6245421245421245, 0.6263736263736264, 0.6282051282051282,\n",
    "                 0.63003663003663, 0.6318681318681318, 0.6373626373626373, 0.6391941391941391, 0.6410256410256411, 0.6428571428571429, \n",
    "                 0.6428571428571429, 0.6501831501831502, 0.6501831501831502, 0.6538461538461539, 0.6538461538461539, 0.6593406593406593,\n",
    "                 0.663003663003663, 0.663003663003663, 0.6703296703296703, 0.6703296703296703, 0.6721611721611722, 0.673992673992674,\n",
    "                 0.6794871794871795, 0.6813186813186813, 0.6831501831501832, 0.6868131868131868, 0.6868131868131868, 0.6923076923076923, \n",
    "                 0.6923076923076923, 0.6959706959706959, 0.6959706959706959, 0.7014652014652014, 0.7051282051282052, 0.7051282051282052, \n",
    "                 0.7124542124542125, 0.7124542124542125, 0.7161172161172161, 0.7161172161172161, 0.7216117216117216, 0.7234432234432234, \n",
    "                 0.7252747252747253, 0.7252747252747253, 0.7307692307692307, 0.7344322344322345, 0.7344322344322345, 0.7417582417582418, \n",
    "                 0.7417582417582418, 0.7454212454212454, 0.7472527472527473, 0.7472527472527473, 0.7545787545787546, 0.7545787545787546, \n",
    "                 0.7619047619047619, 0.7619047619047619, 0.7637362637362637, 0.7655677655677655, 0.7710622710622711, 0.7710622710622711, \n",
    "                 0.7728937728937729, 0.7802197802197802, 0.7802197802197802, 0.7838827838827839, 0.7838827838827839, 0.7912087912087912, \n",
    "                 0.793040293040293, 0.793040293040293, 0.7967032967032966, 0.7967032967032966, 0.8040293040293041, 0.8040293040293041, \n",
    "                 0.8058608058608059, 0.8076923076923077, 0.8131868131868132, 0.8168498168498168, 0.8168498168498168, 0.8223443223443223,\n",
    "                 0.8223443223443223, 0.826007326007326, 0.826007326007326, 0.8296703296703297, 0.8315018315018315, 0.836996336996337, \n",
    "                 0.8388278388278388, 0.8388278388278388, 0.8424908424908425, 0.8424908424908425, 0.8498168498168498, 0.8498168498168498, \n",
    "                 0.8553113553113553, 0.8589743589743589, 0.8589743589743589, 0.8626373626373627, 0.8626373626373627, 0.8663003663003663, \n",
    "                 0.8663003663003663, 0.8717948717948718, 0.8736263736263736, 0.8754578754578755, 0.8809523809523809, 0.8827838827838828,\n",
    "                 0.8846153846153846, 0.8846153846153846, 0.8882783882783882, 0.8882783882783882, 0.891941391941392, 0.8937728937728938, \n",
    "                 0.8956043956043956, 0.8974358974358975, 0.8974358974358975, 0.9010989010989011, 0.9010989010989011, 0.9084249084249084, \n",
    "                 0.9084249084249084, 0.9120879120879121, 0.9175824175824175, 0.9175824175824175, 0.9212454212454212, 0.9212454212454212, \n",
    "                 0.924908424908425, 0.924908424908425, 0.9267399267399268, 0.9267399267399268, 0.9304029304029304, 0.9340659340659341, \n",
    "                 0.9340659340659341, 0.9377289377289377, 0.9377289377289377, 0.9413919413919414, 0.9413919413919414, 0.9432234432234432, \n",
    "                 0.9468864468864469, 0.9468864468864469, 0.9468864468864469, 0.9468864468864469, 0.9505494505494505, 0.9505494505494505, \n",
    "                 0.9542124542124543, 0.9542124542124543, 0.9560439560439561, 0.9597069597069597, 0.9597069597069597, 0.9633699633699634, \n",
    "                 0.9633699633699634, 0.967032967032967, 0.967032967032967, 0.967032967032967, 0.967032967032967, 0.967032967032967, \n",
    "                 0.9706959706959707, 0.9706959706959707, 0.9725274725274725, 0.9725274725274725, 0.9725274725274725, 0.9743589743589743,\n",
    "                 0.9761904761904762, 0.9761904761904762, 0.9761904761904762, 0.9798534798534798, 0.9798534798534798, 0.9798534798534798, \n",
    "                 0.9798534798534798, 0.9835164835164835, 0.9853479853479854, 0.9853479853479854, 0.9853479853479854, 0.9871794871794872, \n",
    "                 0.989010989010989, 0.989010989010989, 0.989010989010989, 0.989010989010989, 0.989010989010989, 0.9926739926739927,\n",
    "                 0.9926739926739927, 0.9926739926739927, 0.9926739926739927, 0.9926739926739927, 0.9926739926739927, 0.9926739926739927, \n",
    "                 0.9945054945054945, 0.9963369963369964, 0.9963369963369964, 0.9963369963369964, 0.9963369963369964, 0.9963369963369964, \n",
    "                 0.9963369963369964, 0.9963369963369964, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9963369963369964, 0.9963369963369964, \n",
    "                 1.0, 1.0, 1.0, 0.9963369963369964, 0.9963369963369964, 0.9963369963369964, 0.9963369963369964, 0.9963369963369964, \n",
    "                 0.9963369963369964, 0.9926739926739927, 0.9926739926739927, 0.9926739926739927, 0.989010989010989, 0.989010989010989, \n",
    "                 0.989010989010989, 0.989010989010989, 0.9871794871794872, 0.9853479853479854, 0.9853479853479854, 0.9835164835164835, \n",
    "                 0.9835164835164835, 0.9798534798534798, 0.9798534798534798, 0.9798534798534798, 0.9798534798534798, 0.9798534798534798,\n",
    "                 0.978021978021978, 0.9761904761904762, 0.9761904761904762, 0.9761904761904762, 0.9725274725274725, 0.9725274725274725,\n",
    "                 0.9706959706959707, 0.9688644688644689, 0.967032967032967, 0.9633699633699634, 0.9633699633699634, 0.9597069597069597, \n",
    "                 0.9597069597069597, 0.9597069597069597, 0.9597069597069597, 0.9560439560439561, 0.9560439560439561, 0.9542124542124543, \n",
    "                 0.9505494505494505, 0.9505494505494505, 0.9468864468864469, 0.9468864468864469, 0.9432234432234432, 0.9432234432234432, \n",
    "                 0.9377289377289377, 0.9340659340659341, 0.9340659340659341, 0.9304029304029304, 0.9304029304029304, 0.924908424908425, \n",
    "                 0.924908424908425, 0.9212454212454212, 0.9212454212454212, 0.9175824175824175, 0.9120879120879121, 0.9120879120879121, \n",
    "                 0.9084249084249084, 0.9084249084249084, 0.9010989010989011, 0.8974358974358975, 0.8974358974358975, 0.891941391941392, \n",
    "                 0.891941391941392, 0.8882783882783882, 0.8882783882783882, 0.8827838827838828, 0.8809523809523809, 0.8791208791208791, \n",
    "                 0.8791208791208791, 0.8681318681318682, 0.8626373626373627, 0.8626373626373627, 0.8589743589743589, 0.8589743589743589,\n",
    "                 0.8516483516483516, 0.8516483516483516, 0.8461538461538461, 0.836996336996337, 0.836996336996337, 0.8333333333333334, \n",
    "                 0.8333333333333334, 0.826007326007326, 0.826007326007326, 0.8205128205128205, 0.8205128205128205, 0.8131868131868132, \n",
    "                 0.8076923076923077, 0.8058608058608059, 0.8003663003663004, 0.8003663003663004, 0.793040293040293, 0.793040293040293,\n",
    "                 0.7875457875457875, 0.7765567765567766, 0.7765567765567766, 0.7673992673992674, 0.7673992673992674, 0.7619047619047619,\n",
    "                 0.7619047619047619, 0.7545787545787546, 0.7545787545787546, 0.7472527472527473, 0.7417582417582418, 0.7417582417582418,\n",
    "                 0.7326007326007326, 0.7326007326007326, 0.7252747252747253, 0.7252747252747253, 0.717948717948718, 0.717948717948718, \n",
    "                 0.7087912087912088, 0.7032967032967034, 0.7014652014652014, 0.6959706959706959, 0.6959706959706959, 0.6868131868131868,\n",
    "                 0.6868131868131868, 0.6758241758241759, 0.6703296703296703, 0.6703296703296703, 0.6611721611721612, 0.6593406593406593, \n",
    "                 0.6501831501831502, 0.6501831501831502, 0.6428571428571429, 0.6428571428571429, 0.6373626373626373, 0.6282051282051282, \n",
    "                 0.6263736263736264, 0.6208791208791209, 0.6208791208791209, 0.6117216117216118, 0.6117216117216118, 0.6007326007326007, \n",
    "                 0.6007326007326007, 0.5952380952380952, 0.5860805860805861, 0.5842490842490843, 0.5787545787545788, 0.5787545787545788, \n",
    "                 0.5677655677655677, 0.5677655677655677, 0.5622710622710623, 0.5531135531135531, 0.5512820512820513, 0.5457875457875457, \n",
    "                 0.5457875457875457, 0.5366300366300366, 0.5366300366300366, 0.5256410256410257, 0.5256410256410257, 0.5201465201465202, \n",
    "                 0.510989010989011, 0.5091575091575091, 0.5036630036630036, 0.5036630036630036, 0.4926739926739927, 0.4926739926739927, \n",
    "                 0.4835164835164835, 0.47802197802197804, 0.47802197802197804, 0.4706959706959707, 0.4706959706959707, 0.46153846153846156,\n",
    "                 0.46153846153846156, 0.45054945054945056, 0.44505494505494503, 0.44505494505494503, 0.43772893772893773, \n",
    "                 0.43772893772893773, 0.42857142857142855, 0.42857142857142855, 0.42124542124542125, 0.42124542124542125, \n",
    "                 0.41208791208791207, 0.4065934065934066, 0.40476190476190477, 0.3956043956043956, 0.3956043956043956, \n",
    "                 0.3901098901098901, 0.3882783882783883, 0.38278388278388276, 0.38278388278388276, 0.37545787545787546,\n",
    "                 0.3663003663003663, 0.3663003663003663, 0.3608058608058608, 0.358974358974359, 0.3534798534798535, \n",
    "                 0.3534798534798535, 0.3424908424908425, 0.3424908424908425, 0.336996336996337, 0.3315018315018315, \n",
    "                 0.32967032967032966, 0.3241758241758242, 0.3241758241758242, 0.31684981684981683, 0.31135531135531136, \n",
    "                 0.30952380952380953, 0.3058608058608059, 0.304029304029304, 0.29853479853479853, 0.29853479853479853, \n",
    "                 0.29120879120879123, 0.29120879120879123, 0.2838827838827839, 0.2838827838827839, 0.2783882783882784, \n",
    "                 0.27289377289377287, 0.27106227106227104, 0.26556776556776557, 0.26556776556776557, 0.25824175824175827,\n",
    "                 0.25824175824175827, 0.25274725274725274, 0.24725274725274726, 0.2454212454212454, 0.24175824175824176, \n",
    "                 0.24175824175824176, 0.23626373626373626, 0.23626373626373626, 0.22893772893772893, 0.22893772893772893,\n",
    "                 0.22344322344322345, 0.21978021978021978, 0.21978021978021978, 0.21245421245421245, 0.21245421245421245, \n",
    "                 0.20695970695970695, 0.20695970695970695, 0.2032967032967033, 0.2032967032967033, 0.19597069597069597,\n",
    "                 0.19413919413919414, 0.19230769230769232, 0.18681318681318682, 0.18681318681318682, 0.18315018315018314,\n",
    "                 0.18315018315018314, 0.17765567765567766, 0.17399267399267399, 0.17399267399267399, 0.16666666666666666, \n",
    "                 0.16666666666666666, 0.16483516483516483, 0.163003663003663, 0.1575091575091575, 0.15384615384615385, \n",
    "                 0.15384615384615385, 0.152014652014652, 0.15018315018315018, 0.14835164835164835, 0.14835164835164835, \n",
    "                 0.14102564102564102, 0.14102564102564102, 0.13736263736263737, 0.13553113553113552, 0.1336996336996337,\n",
    "                 0.13186813186813187, 0.13186813186813187, 0.1282051282051282, 0.1282051282051282, 0.12454212454212454, \n",
    "                 0.12454212454212454, 0.11904761904761904, 0.11538461538461539, 0.11538461538461539, 0.11172161172161173,\n",
    "                 0.11172161172161173, 0.10805860805860806, 0.10805860805860806, 0.1043956043956044, 0.10256410256410256, \n",
    "                 0.10073260073260074, 0.0989010989010989, 0.0989010989010989, 0.09523809523809523, 0.09523809523809523, \n",
    "                 0.09157509157509157, 0.09157509157509157, 0.09157509157509157, 0.08974358974358974, 0.08791208791208792,\n",
    "                 0.08608058608058608, 0.08608058608058608, 0.08241758241758242, 0.08241758241758242, 0.07875457875457875,\n",
    "                 0.07875457875457875, 0.07509157509157509, 0.07326007326007326, 0.07326007326007326, 0.07326007326007326, \n",
    "                 0.07326007326007326, 0.0695970695970696, 0.0695970695970696, 0.06593406593406594, 0.0641025641025641, \n",
    "                 0.06227106227106227, 0.06227106227106227, 0.06227106227106227, 0.06043956043956044, 0.05860805860805861,\n",
    "                 0.056776556776556776, 0.056776556776556776, 0.056776556776556776, 0.05311355311355311, 0.05311355311355311, \n",
    "                 0.05311355311355311, 0.05311355311355311, 0.04945054945054945, 0.04945054945054945, 0.04945054945054945,\n",
    "                 0.047619047619047616, 0.045787545787545784, 0.04395604395604396, 0.04395604395604396, 0.04395604395604396, \n",
    "                 0.04395604395604396, 0.040293040293040296, 0.040293040293040296, 0.040293040293040296, 0.040293040293040296,\n",
    "                 0.040293040293040296, 0.03663003663003663, 0.03663003663003663, 0.03663003663003663, 0.03663003663003663, \n",
    "                 0.03296703296703297, 0.03296703296703297, 0.03296703296703297, 0.031135531135531136, 0.029304029304029304, \n",
    "                 0.029304029304029304, 0.029304029304029304, 0.029304029304029304, 0.029304029304029304, 0.027472527472527472,\n",
    "                 0.027472527472527472, 0.027472527472527472, 0.027472527472527472, 0.027472527472527472, 0.023809523809523808,\n",
    "                 0.023809523809523808, 0.023809523809523808, 0.023809523809523808, 0.023809523809523808, 0.020146520146520148, \n",
    "                 0.020146520146520148, 0.020146520146520148, 0.020146520146520148, 0.020146520146520148, 0.020146520146520148, \n",
    "                 0.016483516483516484, 0.016483516483516484, 0.016483516483516484, 0.016483516483516484, 0.016483516483516484, \n",
    "                 0.016483516483516484, 0.016483516483516484, 0.016483516483516484, 0.016483516483516484, 0.01282051282051282, \n",
    "                 0.01282051282051282, 0.01282051282051282, 0.01282051282051282, 0.01282051282051282, 0.01282051282051282,\n",
    "                 0.01282051282051282, 0.01282051282051282, 0.01098901098901099, 0.01098901098901099, 0.01098901098901099, \n",
    "                 0.01098901098901099, 0.01098901098901099, 0.01098901098901099, 0.01098901098901099, 0.01098901098901099, \n",
    "                 0.01098901098901099, 0.01098901098901099, 0.01098901098901099, 0.007326007326007326, 0.007326007326007326,\n",
    "                 0.007326007326007326, 0.007326007326007326, 0.007326007326007326, 0.007326007326007326, 0.007326007326007326,\n",
    "                 0.007326007326007326, 0.007326007326007326, 0.007326007326007326, 0.007326007326007326]\n",
    "\n",
    "print(\"THORLABS SLD850S-A20W 提取的 波长vs强度 谱域特性曲线 (800-900nm)\")\n",
    "plt.figure()\n",
    "index = [800+ (900-800)*i/(len(specdata_wlen)-1) for i in range(len(specdata_wlen))]\n",
    "plt.plot(index,specdata_wlen)\n",
    "freqindex = [i*376/511 for i in range(512)] #从0Hz ~ 400e+6MHz\n",
    "ifreqindex = np.array(freqindex,dtype=int)\n",
    "lightspeed = 3e+5 #光速 3e+5 米/毫秒\n",
    "specdata_freq = [0.0]*1024\n",
    "for i in range(1,512):\n",
    "    t = freqindex[i]\n",
    "    t = lightspeed / t #求波长\n",
    "    #按波长查找幅值\n",
    "    if t < 800:\n",
    "        continue\n",
    "    if t > 900:\n",
    "        continue\n",
    "    t = (t - 800) / (900 - 800)\n",
    "    t = t * (len(specdata_wlen) - 1)\n",
    "    j = int(t)\n",
    "    d = t - j\n",
    "    if j + 1 >= len(specdata_wlen):\n",
    "        j = len(specdata_wlen) - 1\n",
    "        d = 0\n",
    "    t = specdata_wlen[j]*(1-d) + specdata_wlen[j + 1]*(d)\n",
    "    specdata_freq[i] = t\n",
    "\n",
    "print(\"转换为频谱图 x轴单位:1e+6 MHz\")\n",
    "plt.figure()\n",
    "plt.plot(ifreqindex,specdata_freq[:len(specdata_freq)//2])\n",
    "\n",
    "#让频谱图对称\n",
    "for i in range(1,512):\n",
    "    specdata_freq[1024-i] = specdata_freq[i]\n",
    "#plt.figure()\n",
    "#plt.plot(specdata_freq)\n",
    "sldlightwave = np.fft.ifft(specdata_freq)\n",
    "sldlightwave = np.concatenate((sldlightwave[-512:],sldlightwave[:512]))\n",
    "\n",
    "sindex = [\"\"]*1024\n",
    "eversteptime = 1/(1024e+6) #每个ifft结果的时间间隔 单位us\n",
    "for i in range(1024):\n",
    "    t = (512 - i) * eversteptime\n",
    "    t = t * lightspeed #单位 = us * m/ms = 0.001m = mm\n",
    "    t = t * 10000 #转换为 0.1um\n",
    "    sindex[i] = t\n",
    "    #print(sindex[i])\n",
    "\n",
    "print(\"理论上的光的波动形状图 x轴单位:0.1微米 0.1um\")\n",
    "#plt.figure()\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.xlim(-150,150)\n",
    "plt.plot(sindex,sldlightwave.real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "相移后合成的波形\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 45 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"相移后合成的波形\")\n",
    "srcdata = x\n",
    "#srcdata = sldlightwave.real[256:768] #如果屏幕就使用正态函数乘以正弦波 的波形\n",
    "phaseshift = 0\n",
    "i = 0\n",
    "start = -22\n",
    "end = 22\n",
    "cnt = end - start + 1 \n",
    "plt.figure(figsize=(20,20))\n",
    "amp = [0.0] * cnt\n",
    "for phaseshift in range(start,end + 1,1):\n",
    "    xshift = np.concatenate((srcdata[-phaseshift:], srcdata[:-phaseshift]))\n",
    "    add = xshift + srcdata\n",
    "    amp[i] = np.mean(np.sqrt(add**2))\n",
    "    i = i + 1\n",
    "    plt.subplot(cnt,1,i)\n",
    "    plt.plot(add)\n",
    "    plt.text(0,0,str(phaseshift))\n",
    "\n",
    "#print(\"合成波形的强度图\")\n",
    "#plt.figure()\n",
    "#plt.plot(amp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "合成波形的强度图(均根方值)\n",
      "左边相当于采样宽度很宽，右边相当于模拟实际光电二极管采样响应(一段时间内有效)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21768eb66a0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#print(\"相移后合成的波形\")\n",
    "phaseshift = 0\n",
    "i = 0\n",
    "start = -128\n",
    "end = 128\n",
    "cnt = end - start + 1 \n",
    "#plt.figure(figsize=(20,20))\n",
    "amp = [0.0] * cnt\n",
    "amp1 = [0.0] * cnt\n",
    "for phaseshift in range(start,end + 1,1):\n",
    "    xshift = np.concatenate((x[-phaseshift:], x[:-phaseshift]))\n",
    "    add = 0.2 * xshift + srcdata\n",
    "    amp[i] = np.mean(np.sqrt(add**2))\n",
    "    amp1[i] = np.mean(np.sqrt(np.power(add[u+start//2 : u + end//2 +1],2)))\n",
    "    i = i + 1\n",
    "    #plt.subplot(cnt,1,i)\n",
    "    #plt.plot(add)\n",
    "    #plt.text(0,0,str(phaseshift))\n",
    "\n",
    "print(\"合成波形的强度图(均根方值)\")\n",
    "print(\"左边相当于采样宽度很宽，右边相当于模拟实际光电二极管采样响应(一段时间内有效)\")\n",
    "plt.figure()\n",
    "plt.subplot(1,2,1)\n",
    "plt.plot(amp)\n",
    "plt.subplot(1,2,2)\n",
    "plt.plot(amp1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x217684596d8>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = [0] * 512\n",
    "c = [0] * 512\n",
    "data = [0] * 512\n",
    "for i in range(512):\n",
    "    #a[i] = i / 511\n",
    "    sigma = 10\n",
    "    u = 256\n",
    "    a[i] = 1/(math.sqrt(2 * math.pi)*sigma) * math.exp(-(i-u)**2 / (2 * sigma**2))\n",
    "    #a[i] = 1.0 - math.cos(2 * math.pi * i /511)\n",
    "    c[i] = math.cos(2 * math.pi * 100 * i /511)\n",
    "    data[i] = a[i] * c[i]\n",
    "\n",
    "datafft = np.fft.fft(data)\n",
    "    \n",
    "plt.figure(figsize=(20,10))\n",
    "plt.subplot(311)\n",
    "plt.plot(np.abs(np.fft.fft(a)))\n",
    "\n",
    "plt.subplot(312)\n",
    "plt.plot(np.abs(np.fft.fft(c)))\n",
    "\n",
    "plt.subplot(313)\n",
    "plt.plot(np.abs(np.fft.fft(data)))\n",
    "\n",
    "\n",
    "for i in range(1,256): # 希尔伯特变换 Hilbert transform\n",
    "    datafft[i] = datafft[i] * (0-1j)\n",
    "    datafft[i+256] = datafft[i+256] * (0+1j)\n",
    "datashift = np.fft.ifft(datafft) # 希尔伯特变换 Hilbert transform\n",
    "\n",
    "\n",
    "#print(datashift)\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(data)\n",
    "plt.plot(datashift.real)\n",
    "\n",
    "datacomplex = [0+0j]*512\n",
    "for i in range(512):  #生成解释信号波型\n",
    "    datacomplex[i] = data[i] + (0+1j) * datashift[i]\n",
    "\n",
    "dataz = [0+0j]*512\n",
    "for i in range(0,512):  #乘以e^-jwt 获取原始被调制信号\n",
    "    dataz[i] = datacomplex[i] * cmath.exp((0-1j) * 2 * math.pi * 100 * i/511) \n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.subplot(211)\n",
    "plt.plot(a)\n",
    "plt.subplot(212)\n",
    "plt.plot(a)\n",
    "plt.plot(data)\n",
    "plt.plot(np.real(dataz)) #这个是在知道调制信号的频率的情况下才有用的\n",
    "#plt.plot(np.abs(datacomplex)) #不知道调制信号，且只要求得到原始信号的幅值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x217684ff8d0>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#orgsignal = data\n",
    "orgsignal = amp\n",
    "#print(np.mean(orgsignal))\n",
    "submean = np.array(orgsignal,dtype=np.float) - np.mean(orgsignal)\n",
    "plt.plot(submean)\n",
    "\n",
    "#进行 hilbert变换\n",
    "hilbertfft = np.fft.fft(submean) \n",
    "hcnt = len(hilbertfft)//2\n",
    "\n",
    "for i in range(hcnt):\n",
    "    hilbertfft[i] = 0-1j * hilbertfft[i]\n",
    "    hilbertfft[i+hcnt] = 0+1j * hilbertfft[i+hcnt]\n",
    "\n",
    "#hilbertfft[0] = 0 #不要零频\n",
    "#hilbertfft[hcnt] = 0\n",
    "\n",
    "hilbertsignal = np.fft.ifft(hilbertfft)\n",
    "plt.plot(hilbertsignal.real)\n",
    "\n",
    "complexsignal = submean +  (0+1j * hilbertsignal)\n",
    "decodesignal = np.abs(complexsignal)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(decodesignal)\n",
    "\n",
    "#如像解调出来的波形并不理想\n",
    "#进行均值滤波 效果好一点\n",
    "cnvcnt = 7\n",
    "cnvkernel = [1/cnvcnt]*cnvcnt\n",
    "cnvsignal = np.convolve(decodesignal,cnvkernel,'same') #valid same full\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(cnvsignal)\n",
    "\n",
    "#其实好像直接用原信号(没有负数的信号)进行平均滤波效果更好  但对于实际TD-OCT采集的信号是不是也不好说\n",
    "cnvsignal1 = np.convolve(orgsignal,cnvkernel,'same') #valid same full\n",
    "plt.figure()\n",
    "plt.plot(0.5-cnvsignal1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2177dbe7b70>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PyEMD import EMD,Visualisation\n",
    "\n",
    "#orgsignal = data\n",
    "orgsignal = amp\n",
    "#print(np.mean(orgsignal))\n",
    "submean = np.array(orgsignal,dtype=np.float) - np.mean(orgsignal)\n",
    "plt.plot(submean)\n",
    "\n",
    "emd = EMD()\n",
    "emd.emd(submean)\n",
    "\n",
    "imfs, res = emd.get_imfs_and_residue() #imf分解 和残留\n",
    "# 绘制 IMF\n",
    "vis = Visualisation()\n",
    "vis.plot_imfs(imfs=imfs, residue=res, include_residue=True)\n",
    "\n",
    "imf1fft = np.fft.fft(imfs[0])\n",
    "imf1fft_cnt = len(imf1fft)//2\n",
    "for i in range(imf1fft_cnt):\n",
    "    imf1fft[i] = 0-1j * imf1fft[i]\n",
    "    imf1fft[i+hcnt] = 0+1j * imf1fft[i+hcnt]\n",
    "\n",
    "imf1fft[0] = 0+0j\n",
    "imf1fft[imf1fft_cnt] = 0+0j\n",
    "imf1hilbert = np.fft.ifft(imf1fft)\n",
    "imf1_z = imfs[0] + 0+1j * imf1hilbert.real\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(imfs[0])\n",
    "plt.plot(imf1hilbert.real)\n",
    "plt.plot(np.abs(imf1_z))\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(np.abs(imf1_z))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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